From a causal perspective, the RCT is a man-made tool for uncovering the query P(L | do(D)), which is a property of nature. Its main purpose is to disassociate variables of interest (say, D and L) from other variables (Z) that would otherwise affect them both. Disarming the distortions, or “confounding,” produced by such lurking variables has been a century-old problem.
